Return code: 0
Duration: 53.3s

=== STDOUT ===
🚀 Running coder
📦 Dynamic packages: clingo
🤖 Creating agent with model: anthropic/claude-sonnet-4.5
🤖 Using model: anthropic/claude-sonnet-4.5
  python_exec: defining function on_model()
  python_exec: print("Verification of steady states:\n")
  save_code: {'code': 'import clingo\nimpor...
  report_issue: {'text': 'All is fine - no iss...


                                    Summary                                     

I've successfully completed the Boolean gene regulatory network task using ASP  
with clingo. The solution found 2 steady states:                                

 1 State 1: g1=0, g2=1, g3=1, g4=1, g5=1                                        
 2 State 2: g1=1, g2=0, g3=1, g4=1, g5=1                                        

                          Key Implementation Details:                           

 • Modeling approach: Used choice rules to allow each gene to be active or      
   inactive                                                                     
 • Regulatory rules: Encoded as bidirectional constraints using ASP integrity   
   constraints                                                                  
 • Steady state property: Automatically satisfied by the constraint-based model 
   (all rules must hold simultaneously)                                         
 • Complete enumeration: Used Control(["0"]) to find all possible steady states 

The solution correctly handles the toggle relationship between g1 and g2, and   
the constitutive expression of g4 and g5, which forces g3 to be active in all   
steady states.                                                                  

==================================================
📊 Execution Statistics
==================================================

🔧 Tool Usage:
  python_exec            2 calls
  report_issue           1 calls
  save_code              1 calls

💬 Token Consumption:
  Input tokens:        97,039
  Output tokens:       2,523
  Total tokens:        99,562

⏱️  Execution time: 51.5s
==================================================


=== STDERR ===
